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PhiFlow tum-pbs

199

1.6k

mit

26

A differentiable PDE solving framework for machine learning

pde-solver deep-learning neural-networks fluid-simulations differentiable-simulations

Created 2019-12-04

3,686 commits to master branch, last one about a month ago

DiffCloth omegaiota

34

382

mit

16

Code repository for our paper DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact

robotics simulator simulation optimization differentiable cloth-simulation inverse-dynamics inverse-problems physics-simulation differentiable-programming differentiable-simulations differentiable-physics-engine

Created 2022-04-19

29 commits to main branch, last one 10 months ago

AgentTorch AgentTorch

53

306

other

10

large population models

autograd ai-agents-framework agent-based-modeling scientific-computing differentiable-simulations

Created 2023-06-22

487 commits to master branch, last one 2 days ago

mdgrad torchmd

17

175

mit

7

Pytorch differentiable molecular dynamics

polymer chemistry quantum-dynamics molecular-dynamics physics-simulation graph-neural-networks quantum-isomerization statistical-mechanics force-field-optimization differentiable-simulations

Created 2020-08-15

577 commits to master branch, last one 2 years ago

jwave ucl-bug

21

162

lgpl-3.0

8

A JAX-based research framework for differentiable and parallelizable acoustic simulations, on CPU, GPUs and TPUs

gpu jax kwave acoustics simulation ultrasound wave-equation gpu-acceleration tpu-acceleration differentiable-simulations scientific-machine-learning physics-informed-neural-networks

Created 2021-04-06

426 commits to main branch, last one 6 months ago

DiffHand eanswer

15

139

mit

4

[RSS 2021] An End-to-End Differentiable Framework for Contact-Aware Robot Design

robotics co-design differentiable-simulations

Created 2021-07-13

31 commits to master branch, last one 2 years ago

socialforce svenkreiss

43

128

mit

3

Differentiable Social Force simulation with universal interaction potentials.

social-force-model differentiable-simulations

Created 2018-08-13

25 commits to main branch, last one 2 years ago

jaxley jaxleyverse

14

85

apache-2.0

2

Differentiable neuron simulations with biophysical detail on CPU, GPU, or TPU.

jax biophysics neuroscience hodgkin-huxley-model differentiable-simulations

Created 2023-03-17

834 commits to main branch, last one 11 days ago

ppr gengshan-y

0

79

mit

12

Code for PPR: Physically Plausible Reconstruction from Monocular Videos (ICCV 23).

4d-reconstruction video-reconstruction differentiable-rendering differentiable-simulations

Created 2023-05-07

17 commits to main branch, last one 8 months ago

cheetah desy-ml

18

41

gpl-3.0

6

Fast and differentiable particle accelerator optics simulation for reinforcement learning and optimisation applications.

python simulation data-collection machine-learning accelerator-physics reinforcement-learning differentiable-simulations

Created 2021-11-05

1,740 commits to master branch, last one 3 days ago

pathsim milanofthe

1

28

mit

4

A differentiable block-based time domain hybrid system simulation framework.

python framework simulation blockdiagram control-systems system-simulation nonlinear-dynamics transient-analysis simulation-framework hierarchical-modeling automatic-differentiation differentiable-simulations

Created 2024-07-12

299 commits to master branch, last one a day ago

JAX-CPFEM SuperkakaSCU

4

28

unknown

3

Efficient GPU-computing simulation for differentiable crystal plasticity finite element method

jax calibration inverse-design gpu-acceleration crystal-plasticity differentiable-simulations

Created 2024-08-26

39 commits to main branch, last one 24 days ago

SoftMAC damianliumin

4

27

unknown

2

Code repository for our paper SoftMAC: Differentiable Soft Body Simulation with Forecast-based Contact Model and Two-way Coupling with Articulated Rigid Bodies and Clothes

robotics simulation robot-learning optimal-control soft-body-simulation trajectory-optimization differentiable-programming differentiable-simulations differentiable-physics-engine

Created 2023-09-24

35 commits to main branch, last one 7 months ago